Inductive Dynamic Link Prediction on Flights
97.98AUC-ROCDyGMamba
Evaluation results
| Method | Links | |
|---|---|---|
| DyGMambaNSS=rnd2026.06 | 97.98 | |
| DyGFormerNSS=rnd2026.06 | 97.8 | |
| DyGFormerNegative Sampling Strategy=random2026.05 | 97.79 | |
| CTDG-SSMNSS=rnd2026.06 | 97.36 | |
| CAWNNSS=rnd2026.06 | 96.86 | |
| DSRDNegative Sampling Strategy=random2026.05 | 95.94 | |
| TGNNSS=rnd2026.06 | 95.92 | |
| JODIENSS=rnd2026.06 | 95.21 | |
| DyRepNSS=rnd2026.06 | 93.56 | |
| CTDG-SSMNSS=ind2026.06 | 91.36 | |
| TGATNSS=rnd2026.06 | 88.64 | |
| TCLNSS=rnd2026.06 | 82.48 | |
| GraphMixerNSS=rnd2026.06 | 82.27 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 71.04 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 71.02 | |
| TCLNSS=ind2026.03 | 63.49 | |
| TCLNSS=ind2026.06 | 63.49 | |
| TCLNSS=hist2026.03 | 63.48 | |
| TGATNSS=ind2026.03 | 63.4 | |
| TGATNSS=ind2026.06 | 63.4 | |
| TGATNSS=hist2026.03 | 63.38 | |
| GraphMixerNSS=ind2026.03 | 63.32 | |
| GraphMixerNSS=ind2026.06 | 63.32 | |
| GraphMixerNSS=hist2026.03 | 63.3 | |
| DyRepNSS=hist2026.03 | 61.99 | |
| DyRepNSS=ind2026.03 | 61.99 | |
| DyRepNSS=ind2026.06 | 61.99 | |
| JODIENSS=hist2026.03 | 60.72 | |
| JODIENSS=ind2026.03 | 60.72 | |
| JODIENSS=ind2026.06 | 60.72 | |
| TGNNSS=hist2026.03 | 59.66 | |
| TGNNSS=ind2026.03 | 59.66 | |
| TGNNSS=ind2026.06 | 59.66 | |
| TFWaveFormerNSS=ind2026.03 | 57.23 | |
| TFWaveFormerNSS=hist2026.03 | 57.21 | |
| CAWNNSS=hist2026.03 | 56.58 | |
| CAWNNSS=ind2026.03 | 56.58 | |
| CAWNNSS=ind2026.06 | 56.58 | |
| DyGMambaNSS=ind2026.06 | 56.58 | |
| DyGFormerNSS=hist2026.03 | 56.05 | |
| DyGFormerNSS=ind2026.03 | 56.05 | |
| DyGFormerNSS=ind2026.06 | 56.05 | |
| FreeDyGNSS=hist2026.03 | 55.03 | |
| FreeDyGNSS=ind2026.03 | 55.03 |